This is a long standing issue that has been present across many releases and many years. It doesn’t appear to affect all web launcher icons, just some. For me it seems to be that if the web launcher icon is a proper web site favicon it survives a reboot, but if it has been extracted from a web page (usually the top left corner) it does not.
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